Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 145460 |
| Missing cells | 3268 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 6 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 26.6 MiB |
| Average record size in memory | 192.0 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 18 |
| Boolean | 2 |
| Dataset has 6 (< 0.1%) duplicate rows | Duplicates |
MinTemp is highly correlated with MaxTemp and 2 other fields | High correlation |
MaxTemp is highly correlated with MinTemp and 2 other fields | High correlation |
Evaporation is highly correlated with Sunshine | High correlation |
Sunshine is highly correlated with Evaporation | High correlation |
WindGustSpeed is highly correlated with WindSpeed9am and 1 other fields | High correlation |
WindSpeed9am is highly correlated with WindGustSpeed | High correlation |
WindSpeed3pm is highly correlated with WindGustSpeed | High correlation |
Humidity9am is highly correlated with Humidity3pm | High correlation |
Humidity3pm is highly correlated with Humidity9am and 1 other fields | High correlation |
Pressure9am is highly correlated with Pressure3pm | High correlation |
Pressure3pm is highly correlated with Pressure9am | High correlation |
Cloud9am is highly correlated with Cloud3pm | High correlation |
Cloud3pm is highly correlated with Cloud9am | High correlation |
Temp9am is highly correlated with MinTemp and 2 other fields | High correlation |
Temp3pm is highly correlated with MinTemp and 3 other fields | High correlation |
MinTemp is highly correlated with MaxTemp and 2 other fields | High correlation |
MaxTemp is highly correlated with MinTemp and 4 other fields | High correlation |
Evaporation is highly correlated with Sunshine | High correlation |
Sunshine is highly correlated with Evaporation | High correlation |
WindGustSpeed is highly correlated with WindSpeed9am and 1 other fields | High correlation |
WindSpeed9am is highly correlated with WindGustSpeed and 1 other fields | High correlation |
WindSpeed3pm is highly correlated with WindGustSpeed and 1 other fields | High correlation |
Humidity9am is highly correlated with MaxTemp and 1 other fields | High correlation |
Humidity3pm is highly correlated with MaxTemp and 2 other fields | High correlation |
Pressure9am is highly correlated with Pressure3pm | High correlation |
Pressure3pm is highly correlated with Pressure9am | High correlation |
Cloud9am is highly correlated with Cloud3pm | High correlation |
Cloud3pm is highly correlated with Cloud9am | High correlation |
Temp9am is highly correlated with MinTemp and 2 other fields | High correlation |
Temp3pm is highly correlated with MinTemp and 3 other fields | High correlation |
MinTemp is highly correlated with MaxTemp and 2 other fields | High correlation |
MaxTemp is highly correlated with MinTemp and 2 other fields | High correlation |
Evaporation is highly correlated with Sunshine | High correlation |
Sunshine is highly correlated with Evaporation | High correlation |
Pressure9am is highly correlated with Pressure3pm | High correlation |
Pressure3pm is highly correlated with Pressure9am | High correlation |
Cloud9am is highly correlated with Cloud3pm | High correlation |
Cloud3pm is highly correlated with Cloud9am | High correlation |
Temp9am is highly correlated with MinTemp and 2 other fields | High correlation |
Temp3pm is highly correlated with MinTemp and 2 other fields | High correlation |
Location is highly correlated with MinTemp and 14 other fields | High correlation |
MinTemp is highly correlated with Location and 4 other fields | High correlation |
MaxTemp is highly correlated with Location and 6 other fields | High correlation |
Sunshine is highly correlated with Location and 2 other fields | High correlation |
WindGustDir is highly correlated with Location and 2 other fields | High correlation |
WindGustSpeed is highly correlated with Location and 2 other fields | High correlation |
WindDir9am is highly correlated with Location and 2 other fields | High correlation |
WindDir3pm is highly correlated with Location and 2 other fields | High correlation |
WindSpeed9am is highly correlated with WindGustSpeed | High correlation |
WindSpeed3pm is highly correlated with WindGustSpeed | High correlation |
Humidity9am is highly correlated with Location and 4 other fields | High correlation |
Humidity3pm is highly correlated with Location and 4 other fields | High correlation |
Pressure9am is highly correlated with Location and 1 other fields | High correlation |
Pressure3pm is highly correlated with Location and 1 other fields | High correlation |
Cloud9am is highly correlated with Location and 2 other fields | High correlation |
Cloud3pm is highly correlated with Location and 2 other fields | High correlation |
Temp9am is highly correlated with Location and 5 other fields | High correlation |
Temp3pm is highly correlated with Location and 6 other fields | High correlation |
RainTomorrow is highly correlated with Humidity3pm | High correlation |
Month is highly correlated with MinTemp and 3 other fields | High correlation |
RainTomorrow has 3267 (2.2%) missing values | Missing |
Rainfall has 94341 (64.9%) zeros | Zeros |
Evaporation has 46979 (32.3%) zeros | Zeros |
Sunshine has 55528 (38.2%) zeros | Zeros |
WindGustSpeed has 6079 (4.2%) zeros | Zeros |
WindSpeed9am has 8745 (6.0%) zeros | Zeros |
Pressure9am has 12119 (8.3%) zeros | Zeros |
Pressure3pm has 12119 (8.3%) zeros | Zeros |
Cloud9am has 43609 (30.0%) zeros | Zeros |
Cloud3pm has 39941 (27.5%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-18 13:56:55.774620 |
|---|---|
| Analysis finished | 2021-12-18 13:58:08.261240 |
| Duration | 1 minute and 12.49 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 49 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Canberra | 3436 |
|---|---|
| Sydney | 3344 |
| Darwin | 3193 |
| Melbourne | 3193 |
| Brisbane | 3193 |
| Other values (44) |
Length
| Max length | 16 |
|---|---|
| Median length | 8 |
| Mean length | 8.711625189 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Albury |
|---|---|
| 2nd row | Albury |
| 3rd row | Albury |
| 4th row | Albury |
| 5th row | Albury |
Common Values
| Value | Count | Frequency (%) |
| Canberra | 3436 | 2.4% |
| Sydney | 3344 | 2.3% |
| Darwin | 3193 | 2.2% |
| Melbourne | 3193 | 2.2% |
| Brisbane | 3193 | 2.2% |
| Adelaide | 3193 | 2.2% |
| Perth | 3193 | 2.2% |
| Hobart | 3193 | 2.2% |
| Albany | 3040 | 2.1% |
| MountGambier | 3040 | 2.1% |
| Other values (39) | 113442 |
Length
| Value | Count | Frequency (%) |
| canberra | 3436 | 2.4% |
| sydney | 3344 | 2.3% |
| darwin | 3193 | 2.2% |
| melbourne | 3193 | 2.2% |
| brisbane | 3193 | 2.2% |
| adelaide | 3193 | 2.2% |
| perth | 3193 | 2.2% |
| hobart | 3193 | 2.2% |
| launceston | 3040 | 2.1% |
| wollongong | 3040 | 2.1% |
| Other values (39) | 113442 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 582 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.197524 |
| Minimum | -8.5 |
|---|---|
| Maximum | 33.9 |
| Zeros | 159 |
| Zeros (%) | 0.1% |
| Negative | 3496 |
| Negative (%) | 2.4% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -8.5 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 7.6 |
| median | 12 |
| Q3 | 16.8 |
| 95-th percentile | 23 |
| Maximum | 33.9 |
| Range | 42.4 |
| Interquartile range (IQR) | 9.2 |
Descriptive statistics
| Standard deviation | 6.385999383 |
|---|---|
| Coefficient of variation (CV) | 0.5235488272 |
| Kurtosis | -0.4769970543 |
| Mean | 12.197524 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | 0.01888407296 |
| Sum | 1774251.84 |
| Variance | 40.78098812 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 899 | 0.6% |
| 10.2 | 898 | 0.6% |
| 9.6 | 896 | 0.6% |
| 10.5 | 884 | 0.6% |
| 10.8 | 872 | 0.6% |
| 9 | 872 | 0.6% |
| 10 | 871 | 0.6% |
| 12 | 866 | 0.6% |
| 8.9 | 861 | 0.6% |
| 10.4 | 860 | 0.6% |
| Other values (572) | 136681 |
| Value | Count | Frequency (%) |
| -8.5 | 1 | < 0.1% |
| -8.2 | 2 | < 0.1% |
| -8 | 2 | < 0.1% |
| -7.8 | 1 | < 0.1% |
| -7.6 | 2 | < 0.1% |
| -7.5 | 2 | < 0.1% |
| -7.3 | 1 | < 0.1% |
| -7.2 | 1 | < 0.1% |
| -7.1 | 1 | < 0.1% |
| -7 | 7 |
| Value | Count | Frequency (%) |
| 33.9 | 1 | < 0.1% |
| 31.9 | 1 | < 0.1% |
| 31.8 | 1 | < 0.1% |
| 31.4 | 3 | |
| 31.2 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30.7 | 2 | |
| 30.5 | 1 | < 0.1% |
| 30.3 | 1 | < 0.1% |
| 30.2 | 1 | < 0.1% |
| Distinct | 690 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.21847574 |
| Minimum | -4.8 |
|---|---|
| Maximum | 48.1 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 113 |
| Negative (%) | 0.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -4.8 |
|---|---|
| 5-th percentile | 12.9 |
| Q1 | 17.9 |
| median | 22.6 |
| Q3 | 28.2 |
| 95-th percentile | 35.5 |
| Maximum | 48.1 |
| Range | 52.9 |
| Interquartile range (IQR) | 10.3 |
Descriptive statistics
| Standard deviation | 7.10806124 |
|---|---|
| Coefficient of variation (CV) | 0.3061381513 |
| Kurtosis | -0.2174600328 |
| Mean | 23.21847574 |
| Median Absolute Deviation (MAD) | 5.1 |
| Skewness | 0.2190530828 |
| Sum | 3377359.482 |
| Variance | 50.52453459 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 885 | 0.6% |
| 19 | 843 | 0.6% |
| 19.8 | 840 | 0.6% |
| 20.4 | 834 | 0.6% |
| 19.9 | 823 | 0.6% |
| 20.8 | 817 | 0.6% |
| 19.5 | 812 | 0.6% |
| 18.5 | 811 | 0.6% |
| 21 | 810 | 0.6% |
| 18.2 | 804 | 0.6% |
| Other values (680) | 137181 |
| Value | Count | Frequency (%) |
| -4.8 | 1 | |
| -4.1 | 1 | |
| -3.8 | 1 | |
| -3.7 | 1 | |
| -3.2 | 1 | |
| -3.1 | 2 | |
| -3 | 1 | |
| -2.9 | 1 | |
| -2.7 | 1 | |
| -2.5 | 2 |
| Value | Count | Frequency (%) |
| 48.1 | 1 | < 0.1% |
| 47.3 | 2 | |
| 47 | 1 | < 0.1% |
| 46.9 | 1 | < 0.1% |
| 46.8 | 3 | |
| 46.7 | 2 | |
| 46.6 | 1 | < 0.1% |
| 46.5 | 1 | < 0.1% |
| 46.4 | 4 | |
| 46.3 | 2 |
| Distinct | 681 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.307989825 |
| Minimum | 0 |
|---|---|
| Maximum | 371 |
| Zeros | 94341 |
| Zeros (%) | 64.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.6 |
| 95-th percentile | 12.8 |
| Maximum | 371 |
| Range | 371 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 8.389770949 |
|---|---|
| Coefficient of variation (CV) | 3.635098759 |
| Kurtosis | 181.9143571 |
| Mean | 2.307989825 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.940909034 |
| Sum | 335720.2 |
| Variance | 70.38825658 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 94341 | |
| 0.2 | 8761 | 6.0% |
| 0.4 | 3782 | 2.6% |
| 0.6 | 2592 | 1.8% |
| 0.8 | 2056 | 1.4% |
| 1 | 1759 | 1.2% |
| 1.2 | 1535 | 1.1% |
| 1.4 | 1377 | 0.9% |
| 1.6 | 1200 | 0.8% |
| 1.8 | 1104 | 0.8% |
| Other values (671) | 26953 | 18.5% |
| Value | Count | Frequency (%) |
| 0 | 94341 | |
| 0.1 | 157 | 0.1% |
| 0.2 | 8761 | 6.0% |
| 0.3 | 65 | < 0.1% |
| 0.4 | 3782 | 2.6% |
| 0.5 | 39 | < 0.1% |
| 0.6 | 2592 | 1.8% |
| 0.7 | 13 | < 0.1% |
| 0.8 | 2056 | 1.4% |
| 0.9 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 371 | 1 | |
| 367.6 | 1 | |
| 278.4 | 1 | |
| 268.6 | 1 | |
| 247.2 | 1 | |
| 240 | 1 | |
| 236.8 | 1 | |
| 225 | 1 | |
| 219.6 | 1 | |
| 216.3 | 1 |
| Distinct | 653 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.682469675 |
| Minimum | 0 |
|---|---|
| Maximum | 145 |
| Zeros | 46979 |
| Zeros (%) | 32.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2.8 |
| Q3 | 6 |
| 95-th percentile | 10.86038647 |
| Maximum | 145 |
| Range | 145 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.177571766 |
|---|---|
| Coefficient of variation (CV) | 1.134448383 |
| Kurtosis | 29.5047812 |
| Mean | 3.682469675 |
| Median Absolute Deviation (MAD) | 2.8 |
| Skewness | 2.832390787 |
| Sum | 535652.0389 |
| Variance | 17.45210586 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 46979 | |
| 4 | 3339 | 2.3% |
| 8 | 2609 | 1.8% |
| 2.2 | 2095 | 1.4% |
| 2 | 2032 | 1.4% |
| 2.6 | 2003 | 1.4% |
| 2.4 | 2003 | 1.4% |
| 1.8 | 1979 | 1.4% |
| 3 | 1973 | 1.4% |
| 3.4 | 1967 | 1.4% |
| Other values (643) | 78481 |
| Value | Count | Frequency (%) |
| 0 | 46979 | |
| 0.1 | 8 | < 0.1% |
| 0.2 | 503 | 0.3% |
| 0.3 | 10 | < 0.1% |
| 0.4 | 769 | 0.5% |
| 0.5 | 14 | < 0.1% |
| 0.6 | 1097 | 0.8% |
| 0.7 | 24 | < 0.1% |
| 0.8 | 1384 | 1.0% |
| 0.9 | 28 | < 0.1% |
| Value | Count | Frequency (%) |
| 145 | 1 | |
| 86.2 | 1 | |
| 82.4 | 1 | |
| 81.2 | 1 | |
| 77.3 | 1 | |
| 74.8 | 1 | |
| 72.2 | 1 | |
| 70.4 | 1 | |
| 70 | 1 | |
| 68.8 | 2 |
| Distinct | 395 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.839923976 |
| Minimum | 0 |
|---|---|
| Maximum | 14.5 |
| Zeros | 55528 |
| Zeros (%) | 38.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4.8 |
| Q3 | 9.140909091 |
| 95-th percentile | 12.1 |
| Maximum | 14.5 |
| Range | 14.5 |
| Interquartile range (IQR) | 9.140909091 |
Descriptive statistics
| Standard deviation | 4.610834461 |
|---|---|
| Coefficient of variation (CV) | 0.952666712 |
| Kurtosis | -1.504265488 |
| Mean | 4.839923976 |
| Median Absolute Deviation (MAD) | 4.8 |
| Skewness | 0.2339436017 |
| Sum | 704015.3416 |
| Variance | 21.25979443 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 55528 | |
| 10.7 | 1101 | 0.8% |
| 11 | 1094 | 0.8% |
| 10.8 | 1069 | 0.7% |
| 10.5 | 1027 | 0.7% |
| 10.9 | 1021 | 0.7% |
| 10.3 | 1010 | 0.7% |
| 10.2 | 993 | 0.7% |
| 10 | 984 | 0.7% |
| 11.1 | 978 | 0.7% |
| Other values (385) | 80655 |
| Value | Count | Frequency (%) |
| 0 | 55528 | |
| 0.1 | 542 | 0.4% |
| 0.2 | 521 | 0.4% |
| 0.3 | 433 | 0.3% |
| 0.4 | 326 | 0.2% |
| 0.5 | 322 | 0.2% |
| 0.6 | 298 | 0.2% |
| 0.7 | 344 | 0.2% |
| 0.8 | 320 | 0.2% |
| 0.9 | 323 | 0.2% |
| Value | Count | Frequency (%) |
| 14.5 | 1 | < 0.1% |
| 14.3 | 4 | < 0.1% |
| 14.2 | 2 | < 0.1% |
| 14.1 | 6 | < 0.1% |
| 14 | 15 | < 0.1% |
| 13.9 | 22 | < 0.1% |
| 13.8 | 60 | < 0.1% |
| 13.7 | 118 | |
| 13.6 | 181 | |
| 13.5 | 183 |
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 1.1 MiB |
| SSE | |
|---|---|
| SSW | |
| W | |
| SE | |
| SW | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.235385916 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | W |
|---|---|
| 2nd row | WNW |
| 3rd row | WSW |
| 4th row | NE |
| 5th row | W |
Common Values
| Value | Count | Frequency (%) |
| SSE | 13367 | 9.2% |
| SSW | 11952 | 8.2% |
| W | 10112 | 7.0% |
| SE | 9602 | 6.6% |
| SW | 9486 | 6.5% |
| N | 9422 | 6.5% |
| E | 9391 | 6.5% |
| S | 9302 | 6.4% |
| WSW | 9231 | 6.3% |
| WNW | 8455 | 5.8% |
| Other values (6) | 45139 |
Length
| Value | Count | Frequency (%) |
| sse | 13367 | 9.2% |
| ssw | 11952 | 8.2% |
| w | 10112 | 7.0% |
| se | 9602 | 6.6% |
| sw | 9486 | 6.5% |
| n | 9422 | 6.5% |
| e | 9391 | 6.5% |
| s | 9302 | 6.4% |
| wsw | 9231 | 6.3% |
| wnw | 8455 | 5.8% |
| Other values (6) | 45139 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 531 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.3943728 |
| Minimum | 0 |
|---|---|
| Maximum | 135 |
| Zeros | 6079 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 30 |
| median | 37 |
| Q3 | 46 |
| 95-th percentile | 65 |
| Maximum | 135 |
| Range | 135 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 15.3947337 |
|---|---|
| Coefficient of variation (CV) | 0.4009632814 |
| Kurtosis | 1.413489566 |
| Mean | 38.3943728 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.1476515087 |
| Sum | 5584845.467 |
| Variance | 236.9978258 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 9215 | 6.3% |
| 39 | 8794 | 6.0% |
| 31 | 8428 | 5.8% |
| 37 | 8047 | 5.5% |
| 33 | 7933 | 5.5% |
| 41 | 7369 | 5.1% |
| 30 | 7038 | 4.8% |
| 43 | 6609 | 4.5% |
| 28 | 6478 | 4.5% |
| 0 | 6079 | 4.2% |
| Other values (521) | 69470 |
| Value | Count | Frequency (%) |
| 0 | 6079 | |
| 6 | 1 | < 0.1% |
| 7 | 19 | < 0.1% |
| 9 | 91 | 0.1% |
| 11 | 192 | 0.1% |
| 13 | 532 | 0.4% |
| 15 | 835 | 0.6% |
| 17 | 1387 | 1.0% |
| 19 | 1751 | 1.2% |
| 20 | 2627 |
| Value | Count | Frequency (%) |
| 135 | 3 | < 0.1% |
| 130 | 1 | < 0.1% |
| 126 | 2 | < 0.1% |
| 124 | 2 | < 0.1% |
| 122 | 3 | < 0.1% |
| 120 | 4 | |
| 117 | 4 | |
| 115 | 5 | |
| 113 | 8 | |
| 111 | 3 | < 0.1% |
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| N | |
|---|---|
| SE | |
| NW | |
| SSE | |
| E | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.1833425 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | W |
|---|---|
| 2nd row | NNW |
| 3rd row | W |
| 4th row | SE |
| 5th row | ENE |
Common Values
| Value | Count | Frequency (%) |
| N | 12782 | 8.8% |
| SE | 10022 | 6.9% |
| NW | 9854 | 6.8% |
| SSE | 9824 | 6.8% |
| E | 9720 | 6.7% |
| S | 9263 | 6.4% |
| SW | 9105 | 6.3% |
| W | 8865 | 6.1% |
| NNE | 8826 | 6.1% |
| NNW | 8633 | 5.9% |
| Other values (6) | 48566 |
Length
| Value | Count | Frequency (%) |
| n | 12782 | 8.8% |
| se | 10022 | 6.9% |
| nw | 9854 | 6.8% |
| sse | 9824 | 6.8% |
| e | 9720 | 6.7% |
| s | 9263 | 6.4% |
| sw | 9105 | 6.3% |
| w | 8865 | 6.1% |
| nne | 8826 | 6.1% |
| nnw | 8633 | 5.9% |
| Other values (6) | 48566 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| SE | |
|---|---|
| S | |
| W | |
| SSE | |
| WSW | |
| Other values (11) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.207589715 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | WNW |
|---|---|
| 2nd row | WSW |
| 3rd row | WSW |
| 4th row | E |
| 5th row | NW |
Common Values
| Value | Count | Frequency (%) |
| SE | 11186 | 7.7% |
| S | 10344 | 7.1% |
| W | 10327 | 7.1% |
| SSE | 10167 | 7.0% |
| WSW | 9616 | 6.6% |
| SW | 9463 | 6.5% |
| NE | 9115 | 6.3% |
| N | 9039 | 6.2% |
| WNW | 9027 | 6.2% |
| NW | 8916 | 6.1% |
| Other values (6) | 48260 |
Length
| Value | Count | Frequency (%) |
| se | 11186 | 7.7% |
| s | 10344 | 7.1% |
| w | 10327 | 7.1% |
| sse | 10167 | 7.0% |
| wsw | 9616 | 6.6% |
| sw | 9463 | 6.5% |
| ne | 9115 | 6.3% |
| n | 9039 | 6.2% |
| wnw | 9027 | 6.2% |
| nw | 8916 | 6.1% |
| Other values (6) | 48260 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 294 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.02870232 |
| Minimum | 0 |
|---|---|
| Maximum | 130 |
| Zeros | 8745 |
| Zeros (%) | 6.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7 |
| median | 13 |
| Q3 | 19 |
| 95-th percentile | 30 |
| Maximum | 130 |
| Range | 130 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.876369629 |
|---|---|
| Coefficient of variation (CV) | 0.6327292023 |
| Kurtosis | 1.257151095 |
| Mean | 14.02870232 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7815160833 |
| Sum | 2040615.04 |
| Variance | 78.7899378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 13649 | 9.4% |
| 13 | 13132 | 9.0% |
| 11 | 11728 | 8.1% |
| 17 | 10789 | 7.4% |
| 7 | 10783 | 7.4% |
| 15 | 10625 | 7.3% |
| 6 | 9118 | 6.3% |
| 19 | 8763 | 6.0% |
| 0 | 8745 | 6.0% |
| 20 | 8063 | 5.5% |
| Other values (284) | 40065 |
| Value | Count | Frequency (%) |
| 0 | 8745 | |
| 2 | 4609 | |
| 4 | 6360 | |
| 4.223628692 | 42 | < 0.1% |
| 4.381443299 | 46 | < 0.1% |
| 4.738916256 | 23 | < 0.1% |
| 4.761732852 | 2 | < 0.1% |
| 4.866906475 | 1 | < 0.1% |
| 5.470817121 | 22 | < 0.1% |
| 5.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 130 | 1 | < 0.1% |
| 87 | 2 | < 0.1% |
| 83 | 1 | < 0.1% |
| 74 | 4 | < 0.1% |
| 72 | 1 | < 0.1% |
| 69 | 2 | < 0.1% |
| 67 | 4 | < 0.1% |
| 65 | 8 | |
| 63 | 9 | |
| 61 | 11 |
| Distinct | 295 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.61807112 |
| Minimum | 0 |
|---|---|
| Maximum | 87 |
| Zeros | 1112 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 13 |
| median | 19 |
| Q3 | 24 |
| 95-th percentile | 33 |
| Maximum | 87 |
| Range | 87 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.755289705 |
|---|---|
| Coefficient of variation (CV) | 0.4702576142 |
| Kurtosis | 0.7985550241 |
| Mean | 18.61807112 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.63601747 |
| Sum | 2708184.625 |
| Variance | 76.65509782 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 12580 | 8.6% |
| 17 | 12539 | 8.6% |
| 20 | 11713 | 8.1% |
| 15 | 11483 | 7.9% |
| 19 | 11263 | 7.7% |
| 11 | 10015 | 6.9% |
| 9 | 9753 | 6.7% |
| 24 | 9052 | 6.2% |
| 22 | 8598 | 5.9% |
| 28 | 6553 | 4.5% |
| Other values (285) | 41911 |
| Value | Count | Frequency (%) |
| 0 | 1112 | 0.8% |
| 2 | 1034 | 0.7% |
| 4 | 2249 | 1.5% |
| 6 | 3805 | |
| 6.443877551 | 68 | < 0.1% |
| 7 | 5903 | |
| 7.062827225 | 88 | 0.1% |
| 7.812080537 | 91 | 0.1% |
| 8.291666667 | 1 | < 0.1% |
| 8.341708543 | 49 | < 0.1% |
| Value | Count | Frequency (%) |
| 87 | 1 | < 0.1% |
| 83 | 2 | < 0.1% |
| 78 | 1 | < 0.1% |
| 76 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 2 | < 0.1% |
| 69 | 3 | < 0.1% |
| 67 | 1 | < 0.1% |
| 65 | 18 | |
| 63 | 13 |
| Distinct | 383 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.96410779 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 57 |
| median | 70 |
| Q3 | 83 |
| 95-th percentile | 98 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 18.9287766 |
|---|---|
| Coefficient of variation (CV) | 0.2744728701 |
| Kurtosis | -0.0120650268 |
| Mean | 68.96410779 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.4942214748 |
| Sum | 10031519.12 |
| Variance | 358.2985835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99 | 3391 | 2.3% |
| 70 | 3026 | 2.1% |
| 69 | 3023 | 2.1% |
| 65 | 3014 | 2.1% |
| 68 | 3011 | 2.1% |
| 71 | 2976 | 2.0% |
| 66 | 2973 | 2.0% |
| 67 | 2950 | 2.0% |
| 74 | 2917 | 2.0% |
| 72 | 2914 | 2.0% |
| Other values (373) | 115265 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 5 | < 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 20 | < 0.1% |
| 5 | 27 | < 0.1% |
| 6 | 37 | |
| 7 | 43 | |
| 8 | 56 | |
| 9 | 71 |
| Value | Count | Frequency (%) |
| 100 | 2863 | |
| 99 | 3391 | |
| 98 | 2099 | |
| 97 | 1789 | |
| 96.34351145 | 3 | < 0.1% |
| 96 | 1609 | |
| 95 | 1639 | |
| 94.62553191 | 30 | < 0.1% |
| 94.32718894 | 31 | < 0.1% |
| 94 | 1764 |
| Distinct | 385 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.6580643 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 37 |
| median | 52 |
| Q3 | 66 |
| 95-th percentile | 87 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.62910087 |
|---|---|
| Coefficient of variation (CV) | 0.399339409 |
| Kurtosis | -0.4915102985 |
| Mean | 51.6580643 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.01793314181 |
| Sum | 7514182.034 |
| Variance | 425.5598026 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 2755 | 1.9% |
| 52 | 2751 | 1.9% |
| 55 | 2738 | 1.9% |
| 57 | 2728 | 1.9% |
| 53 | 2697 | 1.9% |
| 58 | 2643 | 1.8% |
| 54 | 2642 | 1.8% |
| 50 | 2624 | 1.8% |
| 51 | 2621 | 1.8% |
| 60 | 2615 | 1.8% |
| Other values (375) | 118646 |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 26 | < 0.1% |
| 2 | 35 | < 0.1% |
| 3 | 63 | < 0.1% |
| 4 | 113 | 0.1% |
| 5 | 157 | 0.1% |
| 6 | 242 | |
| 7 | 303 | |
| 8 | 422 | |
| 9 | 481 |
| Value | Count | Frequency (%) |
| 100 | 400 | |
| 99 | 434 | |
| 98 | 603 | |
| 97 | 403 | |
| 96 | 462 | |
| 95 | 465 | |
| 94 | 559 | |
| 93 | 607 | |
| 92 | 648 | |
| 91 | 617 |
Pressure9am
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 766 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 932.8511547 |
| Minimum | 0 |
|---|---|
| Maximum | 1041 |
| Zeros | 12119 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1011.4 |
| median | 1016.8 |
| Q3 | 1021.8 |
| 95-th percentile | 1029 |
| Maximum | 1041 |
| Range | 1041 |
| Interquartile range (IQR) | 10.4 |
Descriptive statistics
| Standard deviation | 281.3132276 |
|---|---|
| Coefficient of variation (CV) | 0.301562823 |
| Kurtosis | 7.082532695 |
| Mean | 932.8511547 |
| Median Absolute Deviation (MAD) | 5.1 |
| Skewness | -3.012462791 |
| Sum | 135692529 |
| Variance | 79137.13204 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12119 | 8.3% |
| 1018.4 | 824 | 0.6% |
| 1016.4 | 816 | 0.6% |
| 1017.9 | 789 | 0.5% |
| 1018.7 | 775 | 0.5% |
| 1016.3 | 775 | 0.5% |
| 1017.3 | 769 | 0.5% |
| 1018 | 769 | 0.5% |
| 1015.9 | 768 | 0.5% |
| 1017.8 | 766 | 0.5% |
| Other values (756) | 126290 |
| Value | Count | Frequency (%) |
| 0 | 12119 | |
| 980.5 | 1 | < 0.1% |
| 982 | 1 | < 0.1% |
| 982.2 | 1 | < 0.1% |
| 982.3 | 1 | < 0.1% |
| 982.9 | 2 | < 0.1% |
| 983.7 | 1 | < 0.1% |
| 983.9 | 1 | < 0.1% |
| 984.4 | 1 | < 0.1% |
| 984.6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1041 | 1 | < 0.1% |
| 1040.9 | 1 | < 0.1% |
| 1040.6 | 2 | |
| 1040.5 | 1 | < 0.1% |
| 1040.4 | 3 | |
| 1040.3 | 3 | |
| 1040.2 | 2 | |
| 1040.1 | 3 | |
| 1040 | 1 | < 0.1% |
| 1039.9 | 3 |
Pressure3pm
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 768 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 930.6620068 |
| Minimum | 0 |
|---|---|
| Maximum | 1039.6 |
| Zeros | 12119 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1009 |
| median | 1014.4 |
| Q3 | 1019.4 |
| 95-th percentile | 1026.6 |
| Maximum | 1039.6 |
| Range | 1039.6 |
| Interquartile range (IQR) | 10.4 |
Descriptive statistics
| Standard deviation | 280.651877 |
|---|---|
| Coefficient of variation (CV) | 0.3015615497 |
| Kurtosis | 7.082699164 |
| Mean | 930.6620068 |
| Median Absolute Deviation (MAD) | 5.2 |
| Skewness | -3.012507883 |
| Sum | 135374095.5 |
| Variance | 78765.47606 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12119 | 8.3% |
| 1015.3 | 786 | 0.5% |
| 1015.5 | 783 | 0.5% |
| 1015.6 | 776 | 0.5% |
| 1015.7 | 773 | 0.5% |
| 1013.5 | 767 | 0.5% |
| 1015.1 | 766 | 0.5% |
| 1015.8 | 765 | 0.5% |
| 1015.4 | 756 | 0.5% |
| 1016 | 747 | 0.5% |
| Other values (758) | 126422 |
| Value | Count | Frequency (%) |
| 0 | 12119 | |
| 977.1 | 1 | < 0.1% |
| 978.2 | 1 | < 0.1% |
| 979 | 1 | < 0.1% |
| 980.2 | 2 | < 0.1% |
| 981.2 | 1 | < 0.1% |
| 981.4 | 1 | < 0.1% |
| 981.9 | 1 | < 0.1% |
| 982.2 | 1 | < 0.1% |
| 982.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1039.6 | 1 | < 0.1% |
| 1038.9 | 1 | < 0.1% |
| 1038.5 | 1 | < 0.1% |
| 1038.4 | 1 | < 0.1% |
| 1038.2 | 1 | < 0.1% |
| 1038 | 1 | < 0.1% |
| 1037.9 | 2 | |
| 1037.8 | 2 | |
| 1037.7 | 3 | |
| 1037.6 | 1 | < 0.1% |
| Distinct | 376 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.484322095 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 43609 |
| Zeros (%) | 30.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 6.517857143 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 6.517857143 |
Descriptive statistics
| Standard deviation | 3.037416689 |
|---|---|
| Coefficient of variation (CV) | 0.871738205 |
| Kurtosis | -1.613127793 |
| Mean | 3.484322095 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.1187009721 |
| Sum | 506829.4919 |
| Variance | 9.22590014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 43609 | |
| 7 | 19972 | |
| 1 | 15687 | 10.8% |
| 8 | 14697 | 10.1% |
| 6 | 8171 | 5.6% |
| 2 | 6500 | 4.5% |
| 3 | 5914 | 4.1% |
| 5 | 5591 | 3.8% |
| 4 | 4555 | 3.1% |
| 6.568627451 | 228 | 0.2% |
| Other values (366) | 20536 |
| Value | Count | Frequency (%) |
| 0 | 43609 | |
| 0.6585365854 | 1 | < 0.1% |
| 0.8861788618 | 1 | < 0.1% |
| 1 | 15687 | 10.8% |
| 1.307692308 | 2 | < 0.1% |
| 1.37704918 | 2 | < 0.1% |
| 1.558558559 | 26 | < 0.1% |
| 1.610738255 | 6 | < 0.1% |
| 1.647058824 | 1 | < 0.1% |
| 1.85520362 | 58 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 14697 | |
| 7.066666667 | 68 | < 0.1% |
| 7 | 19972 | |
| 6.877906977 | 93 | 0.1% |
| 6.863636364 | 199 | 0.1% |
| 6.676056338 | 84 | 0.1% |
| 6.62962963 | 117 | 0.1% |
| 6.610738255 | 99 | 0.1% |
| 6.610169492 | 220 | 0.2% |
| Distinct | 375 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.485523379 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 39941 |
| Zeros (%) | 27.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3.891402715 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 2.899274516 |
|---|---|
| Coefficient of variation (CV) | 0.8318046388 |
| Kurtosis | -1.512925148 |
| Mean | 3.485523379 |
| Median Absolute Deviation (MAD) | 2.891402715 |
| Skewness | 0.09035768589 |
| Sum | 507004.2308 |
| Variance | 8.405792717 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 39941 | |
| 7 | 18229 | |
| 1 | 14976 | 10.3% |
| 8 | 12660 | 8.7% |
| 6 | 9105 | 6.3% |
| 2 | 7226 | 5.0% |
| 3 | 6921 | 4.8% |
| 5 | 6815 | 4.7% |
| 4 | 5322 | 3.7% |
| 5.5 | 290 | 0.2% |
| Other values (365) | 23975 |
| Value | Count | Frequency (%) |
| 0 | 39941 | |
| 0.5737704918 | 63 | < 0.1% |
| 1 | 14976 | 10.3% |
| 1.2 | 34 | < 0.1% |
| 1.486363636 | 28 | < 0.1% |
| 1.947368421 | 63 | < 0.1% |
| 1.952380952 | 61 | < 0.1% |
| 1.971563981 | 68 | < 0.1% |
| 2 | 7226 | 5.0% |
| 2.170616114 | 29 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 12660 | |
| 7 | 18229 | |
| 6.783783784 | 43 | < 0.1% |
| 6.780898876 | 62 | < 0.1% |
| 6.769953052 | 35 | < 0.1% |
| 6.685446009 | 35 | < 0.1% |
| 6.599118943 | 21 | < 0.1% |
| 6.480263158 | 96 | 0.1% |
| 6.475177305 | 124 | 0.1% |
| Distinct | 665 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.95930913 |
| Minimum | -7.2 |
|---|---|
| Maximum | 40.2 |
| Zeros | 36 |
| Zeros (%) | < 0.1% |
| Negative | 483 |
| Negative (%) | 0.3% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -7.2 |
|---|---|
| 5-th percentile | 6.9 |
| Q1 | 12.3 |
| median | 16.7 |
| Q3 | 21.5 |
| 95-th percentile | 28.1 |
| Maximum | 40.2 |
| Range | 47.4 |
| Interquartile range (IQR) | 9.2 |
Descriptive statistics
| Standard deviation | 6.493692663 |
|---|---|
| Coefficient of variation (CV) | 0.3828984195 |
| Kurtosis | -0.328902681 |
| Mean | 16.95930913 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | 0.08274041082 |
| Sum | 2466901.107 |
| Variance | 42.1680444 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 912 | 0.6% |
| 13.8 | 900 | 0.6% |
| 14.8 | 894 | 0.6% |
| 16 | 882 | 0.6% |
| 14 | 876 | 0.6% |
| 15 | 867 | 0.6% |
| 16.6 | 867 | 0.6% |
| 16.5 | 856 | 0.6% |
| 13 | 848 | 0.6% |
| 15.1 | 846 | 0.6% |
| Other values (655) | 136712 |
| Value | Count | Frequency (%) |
| -7.2 | 1 | < 0.1% |
| -7 | 1 | < 0.1% |
| -6.2 | 1 | < 0.1% |
| -5.9 | 1 | < 0.1% |
| -5.6 | 2 | < 0.1% |
| -5.5 | 2 | < 0.1% |
| -5.3 | 2 | < 0.1% |
| -5.2 | 5 | |
| -4.9 | 1 | < 0.1% |
| -4.8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 40.2 | 1 | |
| 39.4 | 1 | |
| 39.1 | 1 | |
| 39 | 1 | |
| 38.9 | 1 | |
| 38.6 | 1 | |
| 38.3 | 1 | |
| 38.2 | 1 | |
| 38 | 1 | |
| 37.9 | 1 |
| Distinct | 719 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.70650748 |
| Minimum | -5.4 |
|---|---|
| Maximum | 46.7 |
| Zeros | 17 |
| Zeros (%) | < 0.1% |
| Negative | 180 |
| Negative (%) | 0.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -5.4 |
|---|---|
| 5-th percentile | 11.5 |
| Q1 | 16.6 |
| median | 21.1 |
| Q3 | 26.4 |
| 95-th percentile | 33.8 |
| Maximum | 46.7 |
| Range | 52.1 |
| Interquartile range (IQR) | 9.8 |
Descriptive statistics
| Standard deviation | 6.954928935 |
|---|---|
| Coefficient of variation (CV) | 0.3204075525 |
| Kurtosis | -0.1286105583 |
| Mean | 21.70650748 |
| Median Absolute Deviation (MAD) | 4.8 |
| Skewness | 0.2289458072 |
| Sum | 3157428.578 |
| Variance | 48.37103649 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 882 | 0.6% |
| 18.5 | 869 | 0.6% |
| 19 | 869 | 0.6% |
| 18.4 | 868 | 0.6% |
| 17.8 | 859 | 0.6% |
| 19.4 | 840 | 0.6% |
| 19.2 | 839 | 0.6% |
| 18 | 839 | 0.6% |
| 17 | 834 | 0.6% |
| 19.3 | 833 | 0.6% |
| Other values (709) | 136928 |
| Value | Count | Frequency (%) |
| -5.4 | 1 | < 0.1% |
| -5.1 | 1 | < 0.1% |
| -4.4 | 1 | < 0.1% |
| -4.2 | 1 | < 0.1% |
| -4.1 | 1 | < 0.1% |
| -4 | 1 | < 0.1% |
| -3.9 | 2 | |
| -3.8 | 1 | < 0.1% |
| -3.7 | 3 | |
| -3.5 | 3 |
| Value | Count | Frequency (%) |
| 46.7 | 1 | < 0.1% |
| 46.2 | 1 | < 0.1% |
| 46.1 | 3 | |
| 45.9 | 1 | < 0.1% |
| 45.8 | 2 | |
| 45.4 | 1 | < 0.1% |
| 45.3 | 2 | |
| 45.2 | 2 | |
| 45 | 1 | < 0.1% |
| 44.9 | 1 | < 0.1% |
RainToday
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 111713 | |
| True | 33747 | 23.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3267 |
| Missing (%) | 2.2% |
| Memory size | 284.2 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 3267 |
| Value | Count | Frequency (%) |
| False | 110316 | |
| True | 31877 | 21.9% |
| (Missing) | 3267 | 2.2% |
Year
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012.769751 |
| Minimum | 2007 |
|---|---|
| Maximum | 2017 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 2007 |
|---|---|
| 5-th percentile | 2009 |
| Q1 | 2011 |
| median | 2013 |
| Q3 | 2015 |
| 95-th percentile | 2017 |
| Maximum | 2017 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.537683738 |
|---|---|
| Coefficient of variation (CV) | 0.00126079187 |
| Kurtosis | -1.180677648 |
| Mean | 2012.769751 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.04935666893 |
| Sum | 292777488 |
| Variance | 6.439838752 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2016 | 17934 | |
| 2014 | 17885 | |
| 2015 | 17885 | |
| 2009 | 16789 | |
| 2010 | 16782 | |
| 2013 | 16415 | |
| 2012 | 15409 | |
| 2011 | 15407 | |
| 2017 | 8623 | |
| 2008 | 2270 | 1.6% |
| Value | Count | Frequency (%) |
| 2007 | 61 | < 0.1% |
| 2008 | 2270 | 1.6% |
| 2009 | 16789 | |
| 2010 | 16782 | |
| 2011 | 15407 | |
| 2012 | 15409 | |
| 2013 | 16415 | |
| 2014 | 17885 | |
| 2015 | 17885 | |
| 2016 | 17934 |
| Value | Count | Frequency (%) |
| 2017 | 8623 | |
| 2016 | 17934 | |
| 2015 | 17885 | |
| 2014 | 17885 | |
| 2013 | 16415 | |
| 2012 | 15409 | |
| 2011 | 15407 | |
| 2010 | 16782 | |
| 2009 | 16789 | |
| 2008 | 2270 | 1.6% |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.399615014 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.427261608 |
|---|---|
| Coefficient of variation (CV) | 0.5355418412 |
| Kurtosis | -1.191879728 |
| Mean | 6.399615014 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.03034286711 |
| Sum | 930888 |
| Variance | 11.74612213 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 13361 | |
| 5 | 13353 | |
| 1 | 13236 | |
| 6 | 12684 | |
| 8 | 12028 | |
| 10 | 12028 | |
| 7 | 12025 | |
| 11 | 11669 | |
| 9 | 11640 | |
| 4 | 11550 | |
| Other values (2) | 21886 |
| Value | Count | Frequency (%) |
| 1 | 13236 | |
| 2 | 10793 | |
| 3 | 13361 | |
| 4 | 11550 | |
| 5 | 13353 | |
| 6 | 12684 | |
| 7 | 12025 | |
| 8 | 12028 | |
| 9 | 11640 | |
| 10 | 12028 |
| Value | Count | Frequency (%) |
| 12 | 11093 | |
| 11 | 11669 | |
| 10 | 12028 | |
| 9 | 11640 | |
| 8 | 12028 | |
| 7 | 12025 | |
| 6 | 12684 | |
| 5 | 13353 | |
| 4 | 11550 | |
| 3 | 13361 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Location | MinTemp | MaxTemp | Rainfall | Evaporation | Sunshine | WindGustDir | WindGustSpeed | WindDir9am | WindDir3pm | WindSpeed9am | WindSpeed3pm | Humidity9am | Humidity3pm | Pressure9am | Pressure3pm | Cloud9am | Cloud3pm | Temp9am | Temp3pm | RainToday | RainTomorrow | Year | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Albury | 13.4 | 22.9 | 0.6 | 0.0 | 0.0 | W | 44.0 | W | WNW | 20.0 | 24.0 | 71.0 | 22.0 | 1007.7 | 1007.1 | 8.000000 | 4.901099 | 16.9 | 21.8 | No | No | 2008 | 12 |
| 1 | Albury | 7.4 | 25.1 | 0.0 | 0.0 | 0.0 | WNW | 44.0 | NNW | WSW | 4.0 | 22.0 | 44.0 | 25.0 | 1010.6 | 1007.8 | 5.539683 | 4.901099 | 17.2 | 24.3 | No | No | 2008 | 12 |
| 2 | Albury | 12.9 | 25.7 | 0.0 | 0.0 | 0.0 | WSW | 46.0 | W | WSW | 19.0 | 26.0 | 38.0 | 30.0 | 1007.6 | 1008.7 | 5.539683 | 2.000000 | 21.0 | 23.2 | No | No | 2008 | 12 |
| 3 | Albury | 9.2 | 28.0 | 0.0 | 0.0 | 0.0 | NE | 24.0 | SE | E | 11.0 | 9.0 | 45.0 | 16.0 | 1017.6 | 1012.8 | 5.539683 | 4.901099 | 18.1 | 26.5 | No | No | 2008 | 12 |
| 4 | Albury | 17.5 | 32.3 | 1.0 | 0.0 | 0.0 | W | 41.0 | ENE | NW | 7.0 | 20.0 | 82.0 | 33.0 | 1010.8 | 1006.0 | 7.000000 | 8.000000 | 17.8 | 29.7 | No | No | 2008 | 12 |
| 5 | Albury | 14.6 | 29.7 | 0.2 | 0.0 | 0.0 | WNW | 56.0 | W | W | 19.0 | 24.0 | 55.0 | 23.0 | 1009.2 | 1005.4 | 5.539683 | 4.901099 | 20.6 | 28.9 | No | No | 2008 | 12 |
| 6 | Albury | 14.3 | 25.0 | 0.0 | 0.0 | 0.0 | W | 50.0 | SW | W | 20.0 | 24.0 | 49.0 | 19.0 | 1009.6 | 1008.2 | 1.000000 | 4.901099 | 18.1 | 24.6 | No | No | 2008 | 12 |
| 7 | Albury | 7.7 | 26.7 | 0.0 | 0.0 | 0.0 | W | 35.0 | SSE | W | 6.0 | 17.0 | 48.0 | 19.0 | 1013.4 | 1010.1 | 5.539683 | 4.901099 | 16.3 | 25.5 | No | No | 2008 | 12 |
| 8 | Albury | 9.7 | 31.9 | 0.0 | 0.0 | 0.0 | NNW | 80.0 | SE | NW | 7.0 | 28.0 | 42.0 | 9.0 | 1008.9 | 1003.6 | 5.539683 | 4.901099 | 18.3 | 30.2 | No | Yes | 2008 | 12 |
| 9 | Albury | 13.1 | 30.1 | 1.4 | 0.0 | 0.0 | W | 28.0 | S | SSE | 15.0 | 11.0 | 58.0 | 27.0 | 1007.0 | 1005.7 | 5.539683 | 4.901099 | 20.1 | 28.2 | Yes | No | 2008 | 12 |
Last rows
| Location | MinTemp | MaxTemp | Rainfall | Evaporation | Sunshine | WindGustDir | WindGustSpeed | WindDir9am | WindDir3pm | WindSpeed9am | WindSpeed3pm | Humidity9am | Humidity3pm | Pressure9am | Pressure3pm | Cloud9am | Cloud3pm | Temp9am | Temp3pm | RainToday | RainTomorrow | Year | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 145450 | Uluru | 5.2 | 24.300000 | 0.0 | 0.0 | 0.0 | E | 24.000000 | SE | E | 11.0 | 11.0 | 53.0 | 24.0 | 1023.8 | 1020.0 | 5.714286 | 4.5 | 12.3 | 23.3 | No | No | 2017 | 6 |
| 145451 | Uluru | 6.4 | 23.400000 | 0.0 | 0.0 | 0.0 | ESE | 31.000000 | S | ESE | 15.0 | 17.0 | 53.0 | 25.0 | 1025.8 | 1023.0 | 5.714286 | 4.5 | 11.2 | 23.1 | No | No | 2017 | 6 |
| 145452 | Uluru | 8.0 | 20.700000 | 0.0 | 0.0 | 0.0 | ESE | 41.000000 | SE | E | 19.0 | 26.0 | 56.0 | 32.0 | 1028.1 | 1024.3 | 5.714286 | 7.0 | 11.6 | 20.0 | No | No | 2017 | 6 |
| 145453 | Uluru | 7.4 | 20.600000 | 0.0 | 0.0 | 0.0 | E | 35.000000 | ESE | E | 15.0 | 17.0 | 63.0 | 33.0 | 1027.2 | 1023.3 | 5.714286 | 4.5 | 11.0 | 20.3 | No | No | 2017 | 6 |
| 145454 | Uluru | 3.5 | 21.800000 | 0.0 | 0.0 | 0.0 | E | 31.000000 | ESE | E | 15.0 | 13.0 | 59.0 | 27.0 | 1024.7 | 1021.2 | 5.714286 | 4.5 | 9.4 | 20.9 | No | No | 2017 | 6 |
| 145455 | Uluru | 2.8 | 23.400000 | 0.0 | 0.0 | 0.0 | E | 31.000000 | SE | ENE | 13.0 | 11.0 | 51.0 | 24.0 | 1024.6 | 1020.3 | 5.714286 | 4.5 | 10.1 | 22.4 | No | No | 2017 | 6 |
| 145456 | Uluru | 3.6 | 25.300000 | 0.0 | 0.0 | 0.0 | NNW | 22.000000 | SE | N | 13.0 | 9.0 | 56.0 | 21.0 | 1023.5 | 1019.1 | 5.714286 | 4.5 | 10.9 | 24.5 | No | No | 2017 | 6 |
| 145457 | Uluru | 5.4 | 26.900000 | 0.0 | 0.0 | 0.0 | N | 37.000000 | SE | WNW | 9.0 | 9.0 | 53.0 | 24.0 | 1021.0 | 1016.8 | 5.714286 | 4.5 | 12.5 | 26.1 | No | No | 2017 | 6 |
| 145458 | Uluru | 7.8 | 27.000000 | 0.0 | 0.0 | 0.0 | SE | 28.000000 | SSE | N | 13.0 | 7.0 | 51.0 | 24.0 | 1019.4 | 1016.5 | 3.000000 | 2.0 | 15.1 | 26.0 | No | No | 2017 | 6 |
| 145459 | Uluru | 14.9 | 20.225694 | 0.0 | 0.0 | 0.0 | NaN | 33.923077 | ESE | ESE | 17.0 | 17.0 | 62.0 | 36.0 | 1020.2 | 1017.9 | 8.000000 | 8.0 | 15.0 | 20.9 | No | NaN | 2017 | 6 |
Most frequently occurring
| Location | MinTemp | MaxTemp | Rainfall | Evaporation | Sunshine | WindGustDir | WindGustSpeed | WindDir9am | WindDir3pm | WindSpeed9am | WindSpeed3pm | Humidity9am | Humidity3pm | Pressure9am | Pressure3pm | Cloud9am | Cloud3pm | Temp9am | Temp3pm | RainToday | RainTomorrow | Year | Month | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | Newcastle | 13.095794 | 25.022727 | 0.0 | 0.0 | 0.0 | SSW | 0.0 | NE | NE | 6.636364 | 12.564103 | 67.221719 | 51.229299 | 0.0 | 0.0 | 3.840909 | 3.878981 | 18.656109 | 22.994904 | No | No | 2010 | 10 | 12 |
| 4 | Newcastle | 17.792208 | 27.233333 | 0.0 | 0.0 | 0.0 | SSW | 0.0 | N | NE | 4.223629 | 10.313514 | 79.651452 | 59.575269 | 0.0 | 0.0 | 4.438017 | 4.441489 | 21.165975 | 25.883511 | No | No | 2016 | 3 | 7 |
| 1 | Newcastle | 10.720588 | 21.318217 | 0.0 | 0.0 | 0.0 | SSW | 0.0 | NW | NW | 5.470817 | 7.062827 | 77.708171 | 59.385417 | 0.0 | 0.0 | 3.980392 | 4.583333 | 14.948249 | 19.444271 | No | No | 2010 | 5 | 5 |
| 2 | Newcastle | 10.755140 | 22.772273 | 0.0 | 0.0 | 0.0 | SSW | 0.0 | SW | NW | 7.600000 | 12.579618 | 65.022727 | 47.668790 | 0.0 | 0.0 | 3.153846 | 3.305732 | 16.984615 | 21.657325 | No | No | 2009 | 9 | 3 |
| 5 | Newcastle | 19.496525 | 29.564773 | 0.0 | 0.0 | 0.0 | SSW | 0.0 | NE | NE | 6.988417 | 13.515625 | 72.456274 | 57.806122 | 0.0 | 0.0 | 4.539924 | 4.292308 | 23.801141 | 27.652551 | No | No | 2014 | 1 | 3 |
| 0 | Newcastle | 9.223144 | 18.317969 | 0.0 | 0.0 | 0.0 | SSW | 0.0 | NW | NE | 5.610236 | 6.443878 | 80.593750 | 63.639175 | 0.0 | 0.0 | 4.250000 | 4.607143 | 12.526563 | 16.636735 | No | No | 2016 | 6 | 2 |